2ecbe02d5b
Replaces a number of occurences of `MLlib` in the documentation that were meant to refer to the `spark.mllib` package instead. It should clarify for new users the difference between `spark.mllib` (the package) and MLlib (the umbrella project for ML in spark). It also removes some files that I forgot to delete with #10207 Author: Timothy Hunter <timhunter@databricks.com> Closes #10234 from thunterdb/12212.
14 lines
426 B
Markdown
14 lines
426 B
Markdown
---
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layout: global
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title: Advanced topics - spark.ml
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displayTitle: Advanced topics - spark.ml
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---
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# Optimization of linear methods
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The optimization algorithm underlying the implementation is called
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[Orthant-Wise Limited-memory
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QuasiNewton](http://research-srv.microsoft.com/en-us/um/people/jfgao/paper/icml07scalable.pdf)
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(OWL-QN). It is an extension of L-BFGS that can effectively handle L1
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regularization and elastic net.
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